Sales Data Profiling Report

Dataset statistics

Number of variables	11
Number of observations	247903
Missing cells	13591
Missing cells (%)	0.5%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	34.2 MiB
Average record size in memory	144.5 B

Variable types

Numeric	10
Categorical	1

Alerts

`Pollen_analysis` is highly overall correlated with `Price`	High correlation
`Price` is highly overall correlated with `Pollen_analysis`	High correlation

Reproduction

Analysis started	2024-11-20 09:48:12.818245
Analysis finished	2024-11-20 09:48:56.079745
Duration	43.26 seconds
Software version	ydata-profiling vv4.12.0
Download configuration	config.json

CS
Real number (ℝ)

Distinct	901
Distinct (%)	0.4%
Missing	1388
Missing (%)	0.6%
Infinite	0
Infinite (%)	0.0%
Mean	5.4995229

Minimum	1
Maximum	10
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.9 MiB

Quantile statistics

Minimum	1
5-th percentile	1.45
Q1	3.26
median	5.5
Q3	7.74
95-th percentile	9.55
Maximum	10
Range	9
Interquartile range (IQR)	4.48

Descriptive statistics

Standard deviation	2.5939109
Coefficient of variation (CV)	0.47166107
Kurtosis	-1.1964186
Mean	5.4995229
Median Absolute Deviation (MAD)	2.24
Skewness	0.00034491835
Sum	1355714.9
Variance	6.7283738
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
6.84	329	0.1%
2.81	323	0.1%
4.61	320	0.1%
4.58	320	0.1%
3.68	319	0.1%
9.25	316	0.1%
8.38	315	0.1%
8.6	314	0.1%
3.02	313	0.1%
7.02	312	0.1%
Other values (891)	243334	98.2%
(Missing)	1388	0.6%

Value	Count	Frequency (%)
1	141	0.1%
1.01	225	0.1%
1.02	258	0.1%
1.03	274	0.1%
1.04	250	0.1%
1.05	277	0.1%
1.06	267	0.1%
1.07	297	0.1%
1.08	284	0.1%
1.09	263	0.1%

Value	Count	Frequency (%)
10	126	0.1%
9.99	255	0.1%
9.98	272	0.1%
9.97	255	0.1%
9.96	281	0.1%
9.95	257	0.1%
9.94	281	0.1%
9.93	275	0.1%
9.92	275	0.1%
9.91	258	0.1%

Density
Real number (ℝ)

Distinct	66
Distinct (%)	< 0.1%
Missing	1363
Missing (%)	0.5%
Infinite	0
Infinite (%)	0.0%
Mean	1.5355293

Minimum	1.21
Maximum	1.86
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.9 MiB

Quantile statistics

Minimum	1.21
5-th percentile	1.24
Q1	1.37
median	1.54
Q3	1.7
95-th percentile	1.83
Maximum	1.86
Range	0.65
Interquartile range (IQR)	0.33

Descriptive statistics

Standard deviation	0.18781733
Coefficient of variation (CV)	0.12231439
Kurtosis	-1.2004232
Mean	1.5355293
Median Absolute Deviation (MAD)	0.16
Skewness	-0.00083301322
Sum	378569.4
Variance	0.035275351
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.84	3912	1.6%
1.35	3909	1.6%
1.29	3902	1.6%
1.49	3881	1.6%
1.76	3879	1.6%
1.53	3876	1.6%
1.78	3872	1.6%
1.77	3870	1.6%
1.38	3854	1.6%
1.62	3846	1.6%
Other values (56)	207739	83.8%

Value	Count	Frequency (%)
1.21	1893	0.8%
1.22	3770	1.5%
1.23	3781	1.5%
1.24	3702	1.5%
1.25	3765	1.5%
1.26	3828	1.5%
1.27	3668	1.5%
1.28	3772	1.5%
1.29	3902	1.6%
1.3	3837	1.5%

Value	Count	Frequency (%)
1.86	1963	0.8%
1.85	3787	1.5%
1.84	3912	1.6%
1.83	3756	1.5%
1.82	3818	1.5%
1.81	3768	1.5%
1.8	3829	1.5%
1.79	3803	1.5%
1.78	3872	1.6%
1.77	3870	1.6%

WC
Real number (ℝ)

Distinct	1301
Distinct (%)	0.5%
Missing	1351
Missing (%)	0.5%
Infinite	0
Infinite (%)	0.0%
Mean	18.502084

Minimum	12
Maximum	25
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.9 MiB

Quantile statistics

Minimum	12
5-th percentile	12.65
Q1	15.26
median	18.51
Q3	21.75
95-th percentile	24.34
Maximum	25
Range	13
Interquartile range (IQR)	6.49

Descriptive statistics

Standard deviation	3.7485739
Coefficient of variation (CV)	0.20260279
Kurtosis	-1.1994719
Mean	18.502084
Median Absolute Deviation (MAD)	3.25
Skewness	-0.0025122762
Sum	4561725.8
Variance	14.051806
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
14.35	237	0.1%
13.69	232	0.1%
20.81	232	0.1%
18.83	230	0.1%
20.39	230	0.1%
17.47	228	0.1%
20.09	226	0.1%
23.73	225	0.1%
12.84	225	0.1%
23.44	225	0.1%
Other values (1291)	244262	98.5%
(Missing)	1351	0.5%

Value	Count	Frequency (%)
12	111	< 0.1%
12.01	184	0.1%
12.02	192	0.1%
12.03	195	0.1%
12.04	185	0.1%
12.05	219	0.1%
12.06	205	0.1%
12.07	177	0.1%
12.08	183	0.1%
12.09	186	0.1%

Value	Count	Frequency (%)
25	114	< 0.1%
24.99	185	0.1%
24.98	196	0.1%
24.97	174	0.1%
24.96	181	0.1%
24.95	186	0.1%
24.94	207	0.1%
24.93	200	0.1%
24.92	173	0.1%
24.91	204	0.1%

pH
Real number (ℝ)

Distinct	501
Distinct (%)	0.2%
Missing	1364
Missing (%)	0.6%
Infinite	0
Infinite (%)	0.0%
Mean	4.9958927

Minimum	2.5
Maximum	7.5
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.9 MiB

Quantile statistics

Minimum	2.5
5-th percentile	2.75
Q1	3.74
median	4.99
Q3	6.25
95-th percentile	7.25
Maximum	7.5
Range	5
Interquartile range (IQR)	2.51

Descriptive statistics

Standard deviation	1.4442264
Coefficient of variation (CV)	0.28908274
Kurtosis	-1.2015603
Mean	4.9958927
Median Absolute Deviation (MAD)	1.25
Skewness	0.0029723348
Sum	1231682.4
Variance	2.0857898
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
4.89	572	0.2%
6.62	571	0.2%
6.85	563	0.2%
6.83	555	0.2%
5.18	552	0.2%
2.81	551	0.2%
2.72	549	0.2%
7.47	548	0.2%
7.45	544	0.2%
3.23	544	0.2%
Other values (491)	240990	97.2%
(Missing)	1364	0.6%

Value	Count	Frequency (%)
2.5	251	0.1%
2.51	519	0.2%
2.52	499	0.2%
2.53	497	0.2%
2.54	496	0.2%
2.55	524	0.2%
2.56	484	0.2%
2.57	495	0.2%
2.58	460	0.2%
2.59	465	0.2%

Value	Count	Frequency (%)
7.5	250	0.1%
7.49	477	0.2%
7.48	513	0.2%
7.47	548	0.2%
7.46	481	0.2%
7.45	544	0.2%
7.44	503	0.2%
7.43	448	0.2%
7.42	479	0.2%
7.41	503	0.2%

EC
Real number (ℝ)

Distinct	21
Distinct (%)	< 0.1%
Missing	1317
Missing (%)	0.5%
Infinite	0
Infinite (%)	0.0%
Mean	0.79996971

Minimum	0.7
Maximum	0.9
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.9 MiB

Quantile statistics

Minimum	0.7
5-th percentile	0.71
Q1	0.75
median	0.8
Q3	0.85
95-th percentile	0.89
Maximum	0.9
Range	0.2
Interquartile range (IQR)	0.1

Descriptive statistics

Standard deviation	0.057914835
Coefficient of variation (CV)	0.072396285
Kurtosis	-1.1875249
Mean	0.79996971
Median Absolute Deviation (MAD)	0.05
Skewness	0.0007872853
Sum	197261.33
Variance	0.0033541281
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=21)

Value	Count	Frequency (%)
0.78	12488	5.0%
0.77	12452	5.0%
0.72	12430	5.0%
0.86	12394	5.0%
0.74	12390	5.0%
0.87	12362	5.0%
0.82	12355	5.0%
0.89	12345	5.0%
0.75	12343	5.0%
0.8	12343	5.0%
Other values (11)	122684	49.5%

Value	Count	Frequency (%)
0.7	6319	2.5%
0.71	12206	4.9%
0.72	12430	5.0%
0.73	12210	4.9%
0.74	12390	5.0%
0.75	12343	5.0%
0.76	12136	4.9%
0.77	12452	5.0%
0.78	12488	5.0%
0.79	12248	4.9%

Value	Count	Frequency (%)
0.9	6228	2.5%
0.89	12345	5.0%
0.88	12247	4.9%
0.87	12362	5.0%
0.86	12394	5.0%
0.85	12302	5.0%
0.84	12205	4.9%
0.83	12252	4.9%
0.82	12355	5.0%
0.81	12331	5.0%

F
Real number (ℝ)

Distinct	3001
Distinct (%)	1.2%
Missing	1372
Missing (%)	0.6%
Infinite	0
Infinite (%)	0.0%
Mean	34.970109

Minimum	20
Maximum	50
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.9 MiB

Quantile statistics

Minimum	20
5-th percentile	21.48
Q1	27.46
median	34.97
Q3	42.47
95-th percentile	48.48
Maximum	50
Range	30
Interquartile range (IQR)	15.01

Descriptive statistics

Standard deviation	8.6562706
Coefficient of variation (CV)	0.24753342
Kurtosis	-1.1990631
Mean	34.970109
Median Absolute Deviation (MAD)	7.5
Skewness	0.00090201583
Sum	8621216
Variance	74.931021
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
21.98	115	< 0.1%
20.33	112	< 0.1%
46.66	112	< 0.1%
27.61	111	< 0.1%
31.37	111	< 0.1%
31.9	111	< 0.1%
48.76	110	< 0.1%
36.2	109	< 0.1%
42.15	109	< 0.1%
26.51	109	< 0.1%
Other values (2991)	245422	99.0%
(Missing)	1372	0.6%

Value	Count	Frequency (%)
20	37	< 0.1%
20.01	82	< 0.1%
20.02	87	< 0.1%
20.03	80	< 0.1%
20.04	77	< 0.1%
20.05	86	< 0.1%
20.06	82	< 0.1%
20.07	74	< 0.1%
20.08	82	< 0.1%
20.09	75	< 0.1%

Value	Count	Frequency (%)
50	44	< 0.1%
49.99	103	< 0.1%
49.98	82	< 0.1%
49.97	81	< 0.1%
49.96	77	< 0.1%
49.95	88	< 0.1%
49.94	77	< 0.1%
49.93	87	< 0.1%
49.92	77	< 0.1%
49.91	73	< 0.1%

G
Real number (ℝ)

Distinct	2501
Distinct (%)	1.0%
Missing	1357
Missing (%)	0.5%
Infinite	0
Infinite (%)	0.0%
Mean	32.50228

Minimum	20
Maximum	45
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.9 MiB

Quantile statistics

Minimum	20
5-th percentile	21.24
Q1	26.23
median	32.5
Q3	38.76
95-th percentile	43.75
Maximum	45
Range	25
Interquartile range (IQR)	12.53

Descriptive statistics

Standard deviation	7.2266721
Coefficient of variation (CV)	0.22234354
Kurtosis	-1.2023656
Mean	32.50228
Median Absolute Deviation (MAD)	6.26
Skewness	-0.00058428499
Sum	8013307.2
Variance	52.22479
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
40.71	131	0.1%
43.52	131	0.1%
39.45	130	0.1%
37.59	130	0.1%
21.89	128	0.1%
33.74	128	0.1%
22.71	127	0.1%
20.46	126	0.1%
33.01	126	0.1%
43.28	126	0.1%
Other values (2491)	245263	98.9%
(Missing)	1357	0.5%

Value	Count	Frequency (%)
20	42	< 0.1%
20.01	105	< 0.1%
20.02	105	< 0.1%
20.03	103	< 0.1%
20.04	92	< 0.1%
20.05	97	< 0.1%
20.06	87	< 0.1%
20.07	89	< 0.1%
20.08	111	< 0.1%
20.09	99	< 0.1%

Value	Count	Frequency (%)
45	49	< 0.1%
44.99	114	< 0.1%
44.98	94	< 0.1%
44.97	103	< 0.1%
44.96	99	< 0.1%
44.95	110	< 0.1%
44.94	102	< 0.1%
44.93	94	< 0.1%
44.92	114	< 0.1%
44.91	100	< 0.1%

Pollen_analysis
Categorical

High correlation

Distinct	19
Distinct (%)	< 0.1%
Missing	1351
Missing (%)	0.5%
Memory size	15.3 MiB

Eucalyptus	13126
Heather	13125
Avocado	13123
Thyme	13082
Sunflower	13073
Other values (14)	181023

Length

Max length	14
Median length	9
Mean length	7.6328604
Min length	4

Characters and Unicode

Total characters	1881897
Distinct characters	35
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Blueberry
2nd row	Alfalfa
3rd row	Chestnut
4th row	Blueberry
5th row	Alfalfa

Common Values

Value	Count	Frequency (%)
Eucalyptus	13126	5.3%
Heather	13125	5.3%
Avocado	13123	5.3%
Thyme	13082	5.3%
Sunflower	13073	5.3%
Sage	13047	5.3%
Lavender	13029	5.3%
Blueberry	13021	5.3%
Alfalfa	12983	5.2%
Buckwheat	12960	5.2%
Other values (9)	115983	46.8%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
eucalyptus	13126	5.1%
heather	13125	5.1%
avocado	13123	5.1%
thyme	13082	5.0%
sunflower	13073	5.0%
sage	13047	5.0%
lavender	13029	5.0%
blueberry	13021	5.0%
alfalfa	12983	5.0%
buckwheat	12960	5.0%
Other values (10)	128919	49.7%

Most occurring characters

Value	Count	Frequency (%)
e	220666	11.7%
a	194764	10.3%
r	129774	6.9%
l	129550	6.9%
o	129475	6.9%
u	103878	5.5%
t	65079	3.5%
c	65021	3.5%
n	64895	3.4%
s	64781	3.4%
Other values (25)	714014	37.9%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	1609473	85.5%
Uppercase Letter	259488	13.8%
Space Separator	12936	0.7%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	220666	13.7%
a	194764	12.1%
r	129774	8.1%
l	129550	8.0%
o	129475	8.0%
u	103878	6.5%
t	65079	4.0%
c	65021	4.0%
n	64895	4.0%
s	64781	4.0%
Other values (12)	441590	27.4%

Uppercase Letter

Value	Count	Frequency (%)
B	51862	20.0%
A	39012	15.0%
S	26120	10.1%
T	25797	9.9%
C	25771	9.9%
E	13126	5.1%
H	13125	5.1%
L	13029	5.0%
W	12938	5.0%
O	12936	5.0%
Other values (2)	25772	9.9%

Space Separator

Value	Count	Frequency (%)
	12936	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	1868961	99.3%
Common	12936	0.7%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	220666	11.8%
a	194764	10.4%
r	129774	6.9%
l	129550	6.9%
o	129475	6.9%
u	103878	5.6%
t	65079	3.5%
c	65021	3.5%
n	64895	3.5%
s	64781	3.5%
Other values (24)	701078	37.5%

Common

Value	Count	Frequency (%)
	12936	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1881897	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
e	220666	11.7%
a	194764	10.3%
r	129774	6.9%
l	129550	6.9%
o	129475	6.9%
u	103878	5.5%
t	65079	3.5%
c	65021	3.5%
n	64895	3.4%
s	64781	3.4%
Other values (25)	714014	37.9%

Viscosity
Real number (ℝ)

Distinct	214079
Distinct (%)	86.8%
Missing	1329
Missing (%)	0.5%
Infinite	0
Infinite (%)	0.0%
Mean	5752.3262

Minimum	1500.05
Maximum	9999.97
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.9 MiB

Quantile statistics

Minimum	1500.05
5-th percentile	1920.708
Q1	3627.175
median	5752.66
Q3	7886.04
95-th percentile	9572.8715
Maximum	9999.97
Range	8499.92
Interquartile range (IQR)	4258.865

Descriptive statistics

Standard deviation	2455.7221
Coefficient of variation (CV)	0.42690939
Kurtosis	-1.2018505
Mean	5752.3262
Median Absolute Deviation (MAD)	2129.435
Skewness	-0.0035178119
Sum	1.4183741 × 10⁹
Variance	6030570.8
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1670.29	6	< 0.1%
6000.5	5	< 0.1%
7772.09	5	< 0.1%
9627.46	5	< 0.1%
8663.64	5	< 0.1%
6301.34	5	< 0.1%
3376.6	5	< 0.1%
4198.6	5	< 0.1%
6383.17	5	< 0.1%
6205.04	5	< 0.1%
Other values (214069)	246523	99.4%
(Missing)	1329	0.5%

Value	Count	Frequency (%)
1500.05	1	< 0.1%
1500.06	1	< 0.1%
1500.23	1	< 0.1%
1500.24	1	< 0.1%
1500.28	1	< 0.1%
1500.3	1	< 0.1%
1500.33	2	< 0.1%
1500.35	1	< 0.1%
1500.43	1	< 0.1%
1500.45	1	< 0.1%

Value	Count	Frequency (%)
9999.97	1	< 0.1%
9999.91	1	< 0.1%
9999.85	1	< 0.1%
9999.83	1	< 0.1%
9999.77	1	< 0.1%
9999.76	3	< 0.1%
9999.74	1	< 0.1%
9999.73	1	< 0.1%
9999.68	1	< 0.1%
9999.58	1	< 0.1%

Purity
Real number (ℝ)

Distinct	24
Distinct (%)	< 0.1%
Missing	1399
Missing (%)	0.6%
Infinite	0
Infinite (%)	0.0%
Mean	0.82445717

Minimum	0.61
Maximum	1
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.9 MiB

Quantile statistics

Minimum	0.61
5-th percentile	0.64
Q1	0.66
median	0.82
Q3	0.97
95-th percentile	1
Maximum	1
Range	0.39
Interquartile range (IQR)	0.31

Descriptive statistics

Standard deviation	0.13940729
Coefficient of variation (CV)	0.16908979
Kurtosis	-1.5211469
Mean	0.82445717
Median Absolute Deviation (MAD)	0.16
Skewness	-0.071665444
Sum	203231.99
Variance	0.019434391
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=24)

Value	Count	Frequency (%)
1	52543	21.2%
0.66	40028	16.1%
0.82	26901	10.9%
0.64	24231	9.8%
0.8	16455	6.6%
0.68	13755	5.5%
0.97	13345	5.4%
0.84	10069	4.1%
0.95	6868	2.8%
0.9	6301	2.5%
Other values (14)	36008	14.5%

Value	Count	Frequency (%)
0.61	3944	1.6%
0.63	2014	0.8%
0.64	24231	9.8%
0.66	40028	16.1%
0.68	13755	5.5%
0.77	2683	1.1%
0.79	1366	0.6%
0.8	16455	6.6%
0.82	26901	10.9%
0.84	10069	4.1%

Value	Count	Frequency (%)
1	52543	21.2%
0.99	5136	2.1%
0.98	286	0.1%
0.97	13345	5.4%
0.96	1143	0.5%
0.95	6868	2.8%
0.94	2908	1.2%
0.92	3617	1.5%
0.9	6301	2.5%
0.89	1605	0.6%

Price
Real number (ℝ)

High correlation

Distinct	708
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	594.80764

Minimum	128.72
Maximum	976.69
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.9 MiB

Quantile statistics

Minimum	128.72
5-th percentile	185.13
Q1	433
median	612.96
Q3	770.22
95-th percentile	946.46
Maximum	976.69
Range	847.97
Interquartile range (IQR)	337.22

Descriptive statistics

Standard deviation	233.62797
Coefficient of variation (CV)	0.39277903
Kurtosis	-0.87617561
Mean	594.80764
Median Absolute Deviation (MAD)	166.37
Skewness	-0.2447019
Sum	1.474546 × 10⁸
Variance	54582.029
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
926.3	5591	2.3%
976.69	5543	2.2%
612.96	2969	1.2%
646.3	2935	1.2%
885.99	2912	1.2%
694.53	2873	1.2%
603.85	2842	1.1%
251.38	2810	1.1%
684.45	2805	1.1%
916.22	2798	1.1%
Other values (698)	213825	86.3%

Value	Count	Frequency (%)
128.72	207	0.1%
132.95	104	< 0.1%
134	308	0.1%
134.43	991	0.4%
138.23	167	0.1%
138.65	489	0.2%
139.71	1461	0.6%
143.93	705	0.3%
153.27	218	0.1%
158.3	108	< 0.1%

Value	Count	Frequency (%)
976.69	5543	2.2%
968.87	596	0.2%
966.61	2787	1.1%
958.87	262	0.1%
957.14	33	< 0.1%
949.32	1080	0.4%
947.26	17	< 0.1%
946.46	2748	1.1%
944.43	354	0.1%
942.48	120	< 0.1%

	CS	Density	EC	F	G	Pollen_analysis	Price	Purity	Viscosity	WC	pH
CS	1.000	-0.001	0.000	-0.003	0.001	0.000	0.037	0.078	-0.000	0.001	0.000
Density	-0.001	1.000	-0.004	0.001	0.003	0.002	-0.053	-0.115	-0.003	-0.000	0.002
EC	0.000	-0.004	1.000	-0.002	-0.002	0.000	-0.000	0.001	-0.002	0.001	-0.001
F	-0.003	0.001	-0.002	1.000	-0.001	0.000	-0.002	-0.001	0.000	0.001	0.000
G	0.001	0.003	-0.002	-0.001	1.000	0.004	-0.004	0.000	0.001	0.003	-0.000
Pollen_analysis	0.000	0.002	0.000	0.000	0.004	1.000	0.510	0.000	0.002	0.000	0.000
Price	0.037	-0.053	-0.000	-0.002	-0.004	0.510	1.000	0.452	0.011	-0.015	-0.108
Purity	0.078	-0.115	0.001	-0.001	0.000	0.000	0.452	1.000	0.022	-0.031	-0.231
Viscosity	-0.000	-0.003	-0.002	0.000	0.001	0.002	0.011	0.022	1.000	-0.001	-0.003
WC	0.001	-0.000	0.001	0.001	0.003	0.000	-0.015	-0.031	-0.001	1.000	0.001
pH	0.000	0.002	-0.001	0.000	-0.000	0.000	-0.108	-0.231	-0.003	0.001	1.000

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

	CS	Density	WC	pH	EC	F	G	Pollen_analysis	Viscosity	Purity	Price
0	2.81	1.75	23.04	6.29	0.76	39.02	33.63	Blueberry	4844.50	0.68	645.24
1	9.47	1.82	17.50	7.20	0.71	38.15	34.41	Alfalfa	6689.02	0.89	385.85
2	4.61	1.84	23.72	7.31	0.80	27.47	34.36	Chestnut	6883.60	0.66	639.64
3	1.77	1.40	16.61	4.01	0.78	31.52	28.15	Blueberry	7167.56	1.00	946.46
4	6.11	1.25	19.63	4.82	0.90	29.65	42.52	Alfalfa	5125.44	1.00	432.62
5	2.17	1.35	20.67	4.11	0.75	27.19	43.54	Borage	3967.30	0.80	593.55
6	7.15	1.57	13.37	5.79	0.89	43.38	44.94	Sunflower	7384.93	0.95	838.98
7	3.17	1.23	23.35	6.64	0.85	43.50	36.33	Chestnut	5598.87	0.66	639.64
8	4.98	1.73	16.60	6.61	0.74	22.49	44.74	Orange Blossom	8800.10	0.95	238.05
9	8.49	1.50	15.75	4.50	0.86	49.59	38.13	Blueberry	2675.60	0.82	777.84

	CS	Density	WC	pH	EC	F	G	Pollen_analysis	Viscosity	Purity	Price
247893	3.24	1.47	17.16	6.41	0.81	39.44	33.59	Wildflower	5717.26	0.89	287.06
247894	6.52	1.55	23.01	3.35	0.84	47.87	30.24	Avocado	8074.58	1.00	976.69
247895	4.32	1.77	20.78	6.41	0.89	20.82	22.39	Wildflower	3418.88	0.64	204.93
247896	1.99	1.68	15.95	4.89	0.87	42.14	28.95	Tupelo	1783.78	0.80	744.25
247897	1.34	1.22	12.72	3.77	0.72	23.29	33.15	Lavender	5152.58	0.82	496.27
247898	1.98	1.29	17.90	4.82	0.89	36.10	34.69	Rosemary	8261.63	1.00	754.98
247899	6.18	1.67	19.54	4.91	0.85	31.15	20.82	Acacia	6939.39	1.00	543.41
247900	7.78	1.49	15.78	5.69	0.73	44.60	44.07	Chestnut	4139.79	0.64	615.46
247901	5.78	1.74	14.96	6.81	0.83	47.19	37.79	Avocado	4417.74	0.97	949.32
247902	8.96	1.86	18.62	6.89	0.86	25.94	42.88	Lavender	8119.62	0.64	384.48

Overview

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Space Separator

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Interactions

Correlations

Missing values

Sample

Overview

Variables

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Space Separator

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Interactions

Correlations

Missing values

Sample